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Published in: BMC Public Health 1/2014

Open Access 01-12-2014 | Research article

Burden of multimorbidity, socioeconomic status and use of health services across stages of life in urban areas: a cross-sectional study

Authors: Concepción Violán, Quintí Foguet-Boreu, Albert Roso-Llorach, Teresa Rodriguez-Blanco, Mariona Pons-Vigués, Enriqueta Pujol-Ribera, Miguel Ángel Muñoz-Pérez, Jose M Valderas

Published in: BMC Public Health | Issue 1/2014

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Abstract

Background

The burden of chronic conditions and multimorbidity is a growing health problem in developed countries. The study aimed to determine the estimated prevalence and patterns of multimorbidity in urban areas of Catalonia, stratified by sex and adult age groups, and to assess whether socioeconomic status and use of primary health care services were associated with multimorbidity.

Methods

A cross-sectional study was conducted in Catalonia. Participants were adults (19+ years) living in urban areas, assigned to 251 primary care teams. Main outcome: multimorbidity (≥2 chronic conditions). Other variables: sex (male/female), age (19–24; 25–44; 45–64; 65–79; 80+ years), socioeconomic status (quintiles), number of health care visits during the study.

Results

We included 1,356,761 patients; mean age, 47.4 years (SD: 17.8), 51.0% women. Multimorbidity was present in 47.6% (95% CI 47.5-47.7) of the sample, increasing with age in both sexes but significantly higher in women (53.3%) than in men (41.7%). Prevalence of multimorbidity in each quintile of the deprivation index was higher in women than in men (except oldest group). In women, multimorbidity prevalence increased with quintile of the deprivation index. Overall, the median (interquartile range) number of primary care visits was 8 (4–14) in multimorbidity vs 1 (0–4) in non-multimorbidity patients. The most prevalent multimorbidity pattern beyond 45 years of age was uncomplicated hypertension and lipid disorder. Compared with the least deprived group, women in other quintiles of the deprivation index were more likely to have multimorbidity than men until 65 years of age. The odds of multimorbidity increased with number of visits in all strata.

Conclusions

When all chronic conditions were included in the analysis, almost 50% of the adult urban population had multimorbidity. The prevalence of multimorbidity differed by sex, age group and socioeconomic status. Multimorbidity patterns varied by life-stage and sex; however, circulatory-endocrine-metabolic patterns were the most prevalent multimorbidity pattern after 45 years of age. Women younger than 80 years had greater prevalence of multimorbidity than men, and women’s multimorbidity prevalence increased as socioeconomic status declined in all age groups. Identifying multimorbidity patterns associated with specific age-related life-stages allows health systems to prioritize and to adapt clinical management efforts by age group.
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Literature
1.
go back to reference United Nations Population Division: World Population Ageing: 1950–2050. 2002, New York, United Nations: Division UNP United Nations Population Division: World Population Ageing: 1950–2050. 2002, New York, United Nations: Division UNP
2.
go back to reference Barnett K, Mercer SW, Norbury M, Watt G, Wyke S, Guthrie B: Epidemiology of multimorbidity and implications for health care, research, and medical education: a cross-sectional study. Lancet. 2012, 380: 37-43.CrossRefPubMed Barnett K, Mercer SW, Norbury M, Watt G, Wyke S, Guthrie B: Epidemiology of multimorbidity and implications for health care, research, and medical education: a cross-sectional study. Lancet. 2012, 380: 37-43.CrossRefPubMed
3.
go back to reference García-Olmos L, Salvador CH, Alberquilla Á, Lora D, Carmona M, García-Sagredo P, Pascual M, Muñoz A, Monteagudo JL, García-López F: Comorbidity patterns in patients with chronic diseases in general practice. PLoS One. 2012, 7: e32141-CrossRefPubMedPubMedCentral García-Olmos L, Salvador CH, Alberquilla Á, Lora D, Carmona M, García-Sagredo P, Pascual M, Muñoz A, Monteagudo JL, García-López F: Comorbidity patterns in patients with chronic diseases in general practice. PLoS One. 2012, 7: e32141-CrossRefPubMedPubMedCentral
5.
go back to reference Prados-Torres A, Poblador-Plou B, Calderón-Larrañaga A, Gimeno-Feliu LA, González-Rubio F, Poncel-Falcó A, Sicras-Mainar A, Alcalá-Nalvaiz JT: Multimorbidity patterns in primary care: interactions among chronic diseases using factor analysis. PLoS One. 2012, 7: e32190-CrossRefPubMedPubMedCentral Prados-Torres A, Poblador-Plou B, Calderón-Larrañaga A, Gimeno-Feliu LA, González-Rubio F, Poncel-Falcó A, Sicras-Mainar A, Alcalá-Nalvaiz JT: Multimorbidity patterns in primary care: interactions among chronic diseases using factor analysis. PLoS One. 2012, 7: e32190-CrossRefPubMedPubMedCentral
6.
go back to reference Steinman MA, Lee SJ, John Boscardin W, Miao Y, Fung KZ, Moore KL, Schwartz JB: Patterns of multimorbidity in elderly veterans. J Am Geriatr Soc. 2012, 60: 1872-1880.CrossRefPubMedPubMedCentral Steinman MA, Lee SJ, John Boscardin W, Miao Y, Fung KZ, Moore KL, Schwartz JB: Patterns of multimorbidity in elderly veterans. J Am Geriatr Soc. 2012, 60: 1872-1880.CrossRefPubMedPubMedCentral
7.
go back to reference Violán C, Foguet-Boreu Q, Hermosilla-Pérez E, Valderas JM, Bolíbar B, Fàbregas-Escurriola M, Brugulat-Guiteras P, Muñoz-Pérez MÁ: Comparison of the information provided by electronic health records data and a population health survey to estimate prevalence of selected health conditions and multimorbidity. BMC Public Health. 2013, 13: 251-CrossRefPubMedPubMedCentral Violán C, Foguet-Boreu Q, Hermosilla-Pérez E, Valderas JM, Bolíbar B, Fàbregas-Escurriola M, Brugulat-Guiteras P, Muñoz-Pérez MÁ: Comparison of the information provided by electronic health records data and a population health survey to estimate prevalence of selected health conditions and multimorbidity. BMC Public Health. 2013, 13: 251-CrossRefPubMedPubMedCentral
9.
go back to reference Broemeling A, Watson D, Black C: Chronic Conditions, Co-morbidity among residents of British Columbia. 2005, Vancouver, BC: University of British Columbia Broemeling A, Watson D, Black C: Chronic Conditions, Co-morbidity among residents of British Columbia. 2005, Vancouver, BC: University of British Columbia
10.
go back to reference Salisbury C, Johnson L, Purdy S, Valderas JM, Montgomery AA: Epidemiology and impact of multimorbidity in primary care: a retrospective cohort study. Br J Gen Pract. 2011, 61 (582): e12-21.CrossRefPubMed Salisbury C, Johnson L, Purdy S, Valderas JM, Montgomery AA: Epidemiology and impact of multimorbidity in primary care: a retrospective cohort study. Br J Gen Pract. 2011, 61 (582): e12-21.CrossRefPubMed
11.
go back to reference Glynn LG, Valderas JM, Healy P, Burke E, Newell J, Gillespie P, Murphy AW: The prevalence of multimorbidity in primary care and its effect on health care utilization and cost. Fam Pract. 2011, 28 (5): 516-523.CrossRefPubMed Glynn LG, Valderas JM, Healy P, Burke E, Newell J, Gillespie P, Murphy AW: The prevalence of multimorbidity in primary care and its effect on health care utilization and cost. Fam Pract. 2011, 28 (5): 516-523.CrossRefPubMed
12.
go back to reference Friel S, Akerman M, Hancock T, Kumaresan J, Marmot M, Melin T, Vlahov D, GRNUHE members: Addressing the social and environmental determinants of urban health equity: evidence for action and a research agenda. J Urban Health. 2011, 88 (5): 860-874.CrossRefPubMedPubMedCentral Friel S, Akerman M, Hancock T, Kumaresan J, Marmot M, Melin T, Vlahov D, GRNUHE members: Addressing the social and environmental determinants of urban health equity: evidence for action and a research agenda. J Urban Health. 2011, 88 (5): 860-874.CrossRefPubMedPubMedCentral
13.
go back to reference Vlahov D, Freudenberg N, Proietti F, Ompad D, Quinn A, Nandi V, Galea S: Urban as a Determinant of Health. J Urban Health. 2007, 84 (3 Suppl): i16-26.CrossRefPubMed Vlahov D, Freudenberg N, Proietti F, Ompad D, Quinn A, Nandi V, Galea S: Urban as a Determinant of Health. J Urban Health. 2007, 84 (3 Suppl): i16-26.CrossRefPubMed
14.
go back to reference WHO: Our cities, our health, our future. Acting on social determinants for health equity in urban settings. 2008, Kobe: World Health Organization WHO: Our cities, our health, our future. Acting on social determinants for health equity in urban settings. 2008, Kobe: World Health Organization
16.
go back to reference García-Gil M, Hermosilla E, Prieto-Alhambra D, Fina F, Rosell M, Ramos R, Rodriguez J, Williams T, Van Staa T, Bolíbar B: Construction and validation of a scoring system for the selection of high-quality data in a Spanish population primary care database (SIDIAP). Inform Prim Care. 2011, 19 (3): 135-145. García-Gil M, Hermosilla E, Prieto-Alhambra D, Fina F, Rosell M, Ramos R, Rodriguez J, Williams T, Van Staa T, Bolíbar B: Construction and validation of a scoring system for the selection of high-quality data in a Spanish population primary care database (SIDIAP). Inform Prim Care. 2011, 19 (3): 135-145.
17.
go back to reference O’Halloran J, Miller GC, Britt H: Defining chronic conditions for primary care with ICPC-2. Fam Pract. 2004, 21 (4): 381-6.CrossRefPubMed O’Halloran J, Miller GC, Britt H: Defining chronic conditions for primary care with ICPC-2. Fam Pract. 2004, 21 (4): 381-6.CrossRefPubMed
19.
go back to reference Barnett S, Roderick P, Martin D, Diamond I, Wrigley H: Interrelations between three proxies of health care need at the small area level: an urban/rural comparison. J Epidemiol Community Health. 2002, 56 (10): 754-61.CrossRefPubMedPubMedCentral Barnett S, Roderick P, Martin D, Diamond I, Wrigley H: Interrelations between three proxies of health care need at the small area level: an urban/rural comparison. J Epidemiol Community Health. 2002, 56 (10): 754-61.CrossRefPubMedPubMedCentral
20.
go back to reference Domínguez-Berjón MF, Borrell C, Cano-Serral G, Esnaola S, Nolasco A, Pasarín MI, Ramis R, Saurina C, Escolar-Pujolar A: Constructing a deprivation index based on census data in large Spanish cities (the MEDEA project). Gac Sanit. 2008, 22 (3): 179-87.CrossRefPubMed Domínguez-Berjón MF, Borrell C, Cano-Serral G, Esnaola S, Nolasco A, Pasarín MI, Ramis R, Saurina C, Escolar-Pujolar A: Constructing a deprivation index based on census data in large Spanish cities (the MEDEA project). Gac Sanit. 2008, 22 (3): 179-87.CrossRefPubMed
21.
go back to reference Raina P, Torrance-Rynard V, Wong M, Woodward C: Agreement between self-reported and routinely collected health-care utilization data among seniors. Health Serv Res. 2002, 37 (3): 751-74.CrossRefPubMedPubMedCentral Raina P, Torrance-Rynard V, Wong M, Woodward C: Agreement between self-reported and routinely collected health-care utilization data among seniors. Health Serv Res. 2002, 37 (3): 751-74.CrossRefPubMedPubMedCentral
22.
go back to reference Borrell C, Palencia L, Rodríguez-Sanz M, Malmusi D, Bartoll X, Puigpinós R: [Trends in social inequalities in health in Catalonia, Spain]. Med Clin (Barc). 2011, 137 (Suppl 2): 60-5.CrossRef Borrell C, Palencia L, Rodríguez-Sanz M, Malmusi D, Bartoll X, Puigpinós R: [Trends in social inequalities in health in Catalonia, Spain]. Med Clin (Barc). 2011, 137 (Suppl 2): 60-5.CrossRef
24.
go back to reference Jordan K, Porcheret M, Croft P: Quality of morbidity coding in general practice computerized medical records: a systematic review. Fam Pract. 2004, 21: 396-412.CrossRefPubMed Jordan K, Porcheret M, Croft P: Quality of morbidity coding in general practice computerized medical records: a systematic review. Fam Pract. 2004, 21: 396-412.CrossRefPubMed
25.
go back to reference Valderas JM, Starfield B, Sibbald B, Salisbury C, Roland M: Defining comorbidity: implications for understanding health and health services. Ann Fam Med. 2009, 7: 357-63.CrossRefPubMedPubMedCentral Valderas JM, Starfield B, Sibbald B, Salisbury C, Roland M: Defining comorbidity: implications for understanding health and health services. Ann Fam Med. 2009, 7: 357-63.CrossRefPubMedPubMedCentral
26.
go back to reference de Lusignan S, Tomson C, Harris K, van Vlymen J, Gallagher H: Creatinine fluctuation has a greater effect than the formula to estimate glomerular filtration rate on the prevalence of chronic kidney disease. Nephron Clin Pract. 2011, 117 (3): c213-24.CrossRefPubMed de Lusignan S, Tomson C, Harris K, van Vlymen J, Gallagher H: Creatinine fluctuation has a greater effect than the formula to estimate glomerular filtration rate on the prevalence of chronic kidney disease. Nephron Clin Pract. 2011, 117 (3): c213-24.CrossRefPubMed
27.
go back to reference Sicras-Mainar A, Velasco-Velasco S, Navarro-Artieda R, Blanca Tamayo M, Aguado Jodar A, Ruíz Torrejón A, Prados-Torres A: Violan-Fors: Comparison of three methods for measuring multiple morbidity according to the use of health resources in primary healthcare. Aten Primaria. 2012, 44 (6): 348-57.CrossRefPubMed Sicras-Mainar A, Velasco-Velasco S, Navarro-Artieda R, Blanca Tamayo M, Aguado Jodar A, Ruíz Torrejón A, Prados-Torres A: Violan-Fors: Comparison of three methods for measuring multiple morbidity according to the use of health resources in primary healthcare. Aten Primaria. 2012, 44 (6): 348-57.CrossRefPubMed
28.
go back to reference Soler JK, Okkes I, Oskam S, Van Boven K, Zivotic P, Jevtic M, Dobbs F, Lamberts H: Revisiting the concept of ‘chronic disease’ from the perspective of the episode of care model. Does the ratio of incidence to prevalence rate help us to define a problem as chronic?. Inform Prim Care. 2012, 20 (1): 13-23.CrossRefPubMed Soler JK, Okkes I, Oskam S, Van Boven K, Zivotic P, Jevtic M, Dobbs F, Lamberts H: Revisiting the concept of ‘chronic disease’ from the perspective of the episode of care model. Does the ratio of incidence to prevalence rate help us to define a problem as chronic?. Inform Prim Care. 2012, 20 (1): 13-23.CrossRefPubMed
30.
go back to reference Ornstein SM, Nietert PJ, Jenkins RG, Litvin CB: The Prevalence of Chronic Diseases and Multimorbidity in Primary Care Practice: A PPRNet Report. J Am Board Fam Med. 2013, 26 (5): 518-24.CrossRefPubMed Ornstein SM, Nietert PJ, Jenkins RG, Litvin CB: The Prevalence of Chronic Diseases and Multimorbidity in Primary Care Practice: A PPRNet Report. J Am Board Fam Med. 2013, 26 (5): 518-24.CrossRefPubMed
31.
go back to reference Marengoni A, Angleman S, Melis R, Mangialasche F, Karp A, Garmen A, Meinow B, Fratiglioni L: Aging with multimorbidity: a systematic review of the literature. Ageing Res Rev. 2011, 10 (4): 430-9.CrossRefPubMed Marengoni A, Angleman S, Melis R, Mangialasche F, Karp A, Garmen A, Meinow B, Fratiglioni L: Aging with multimorbidity: a systematic review of the literature. Ageing Res Rev. 2011, 10 (4): 430-9.CrossRefPubMed
32.
go back to reference Laux G, Kuehlein T, Rosemann T, Szecsenyi J: Co- and multimorbidity patterns in primary care based on episodes of care: results from the German CONTENT project. BMC Health Serv Res. 2008, 8: 14-CrossRefPubMedPubMedCentral Laux G, Kuehlein T, Rosemann T, Szecsenyi J: Co- and multimorbidity patterns in primary care based on episodes of care: results from the German CONTENT project. BMC Health Serv Res. 2008, 8: 14-CrossRefPubMedPubMedCentral
33.
go back to reference Huntley AL, Johnson R, Purdy S, Valderas JM, Salisbury C: Measures of multimorbidity and morbidity burden for use in primary care and community settings: a systematic review and guide. Ann Fam Med. 2012, 10: 134-41.CrossRefPubMedPubMedCentral Huntley AL, Johnson R, Purdy S, Valderas JM, Salisbury C: Measures of multimorbidity and morbidity burden for use in primary care and community settings: a systematic review and guide. Ann Fam Med. 2012, 10: 134-41.CrossRefPubMedPubMedCentral
34.
36.
go back to reference Marmot M, Friel S, Bell R, Houweling TA, Taylor S, Commission on Social Determinants of Health: Closing the gap in a generation: health equity through action on the social determinants of health. Lancet. 2008, 372 (9650): 1661-9.CrossRefPubMed Marmot M, Friel S, Bell R, Houweling TA, Taylor S, Commission on Social Determinants of Health: Closing the gap in a generation: health equity through action on the social determinants of health. Lancet. 2008, 372 (9650): 1661-9.CrossRefPubMed
37.
go back to reference Bertakis KD, Azari R, Helms LJ, Callahan EJ, Robbins JA: Gender differences in the utilization of health care services. J Fam Pract. 2000, 49 (2): 147-52.PubMed Bertakis KD, Azari R, Helms LJ, Callahan EJ, Robbins JA: Gender differences in the utilization of health care services. J Fam Pract. 2000, 49 (2): 147-52.PubMed
38.
go back to reference Redondo-Sendino A, Guallar-Castillón P, Banegas JR, Rodríguez-Artalejo F: Gender differences in the utilization of health-care services among the older adult population of Spain. BMC Public Health. 2006, 6: 155-CrossRefPubMedPubMedCentral Redondo-Sendino A, Guallar-Castillón P, Banegas JR, Rodríguez-Artalejo F: Gender differences in the utilization of health-care services among the older adult population of Spain. BMC Public Health. 2006, 6: 155-CrossRefPubMedPubMedCentral
39.
go back to reference Sareen J, Cox BJ, Clara I, Asmundson GJ: The relationship between anxiety disorders and physical disorders in the U.S. National Comorbidity Survey. Depress Anxiety. 2005, 21 (4): 193-202.CrossRefPubMed Sareen J, Cox BJ, Clara I, Asmundson GJ: The relationship between anxiety disorders and physical disorders in the U.S. National Comorbidity Survey. Depress Anxiety. 2005, 21 (4): 193-202.CrossRefPubMed
40.
go back to reference WHO/UN-HABITAT: Hidden cities: unmasking and overcoming health inequalities in urban settings. 2010, Geneva: World Health Organization WHO/UN-HABITAT: Hidden cities: unmasking and overcoming health inequalities in urban settings. 2010, Geneva: World Health Organization
41.
go back to reference Blozik E, van den Bussche H, Gurtner F, Schäfer I, Scherer M: Epidemiological strategies for adapting clinical practice guidelines to the needs of multimorbid patients. BMC Health Serv Res. 2013, 13 (1): 352-CrossRefPubMedPubMedCentral Blozik E, van den Bussche H, Gurtner F, Schäfer I, Scherer M: Epidemiological strategies for adapting clinical practice guidelines to the needs of multimorbid patients. BMC Health Serv Res. 2013, 13 (1): 352-CrossRefPubMedPubMedCentral
42.
go back to reference Legido-Quigley H, Otero L, la Parra D, Alvarez-Dardet C, Martin-Moreno JM, McKee M: Will austerity cuts dismantle the Spanish healthcare system?. BMJ. 2013, 13: 346- Legido-Quigley H, Otero L, la Parra D, Alvarez-Dardet C, Martin-Moreno JM, McKee M: Will austerity cuts dismantle the Spanish healthcare system?. BMJ. 2013, 13: 346-
44.
go back to reference WHO: Health systems in times of global economic crisis: an update of the situation in the WHO European Region. 2013, Oslo: World Health Organization WHO: Health systems in times of global economic crisis: an update of the situation in the WHO European Region. 2013, Oslo: World Health Organization
Metadata
Title
Burden of multimorbidity, socioeconomic status and use of health services across stages of life in urban areas: a cross-sectional study
Authors
Concepción Violán
Quintí Foguet-Boreu
Albert Roso-Llorach
Teresa Rodriguez-Blanco
Mariona Pons-Vigués
Enriqueta Pujol-Ribera
Miguel Ángel Muñoz-Pérez
Jose M Valderas
Publication date
01-12-2014
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2014
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/1471-2458-14-530

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